Dataset statistics
| Number of variables | 38 |
|---|---|
| Number of observations | 17000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.9 MiB |
| Average record size in memory | 304.0 B |
Variable types
| BOOL | 24 |
|---|---|
| NUM | 14 |
Reproduction
| Analysis started | 2021-03-11 17:25:41.661704 |
|---|---|
| Analysis finished | 2021-03-11 17:26:44.037209 |
| Version | pandas-profiling v2.6.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Avg_Open_To_Buy is highly correlated with Credit_Limit | High Correlation |
Credit_Limit is highly correlated with Avg_Open_To_Buy | High Correlation |
Dependent_count has 1489 (8.8%) zeros | Zeros |
Contacts_Count_12_mon has 416 (2.4%) zeros | Zeros |
Total_Revolving_Bal has 6024 (35.4%) zeros | Zeros |
Avg_Utilization_Ratio has 6024 (35.4%) zeros | Zeros |
Customer_Age
Real number (ℝ≥0)
| Distinct count | 45 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.262058823529415 |
|---|---|
| Minimum | 26 |
| Maximum | 73 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 41 |
| median | 46 |
| Q3 | 51 |
| 95-th percentile | 59 |
| Maximum | 73 |
| Range | 47 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.387669001 |
|---|---|
| Coefficient of variation (CV) | 0.1596917472 |
| Kurtosis | -0.1363868563 |
| Mean | 46.26205882 |
| Median Absolute Deviation (MAD) | 5.899045986 |
| Skewness | -0.03254768281 |
| Sum | 786455 |
| Variance | 54.57765327 |
| Value | Count | Frequency (%) | |
| 45 | 931 | 5.5% | |
| 46 | 924 | 5.4% | |
| 48 | 902 | 5.3% | |
| 47 | 902 | 5.3% | |
| 49 | 894 | 5.3% | |
| 44 | 892 | 5.2% | |
| 43 | 853 | 5.0% | |
| 50 | 771 | 4.5% | |
| 42 | 742 | 4.4% | |
| 51 | 714 | 4.2% | |
| Other values (35) | 8475 | 49.9% |
| Value | Count | Frequency (%) | |
| 26 | 82 | 0.5% | |
| 27 | 36 | 0.2% | |
| 28 | 31 | 0.2% | |
| 29 | 64 | 0.4% | |
| 30 | 92 | 0.5% |
| Value | Count | Frequency (%) | |
| 73 | 1 | < 0.1% | |
| 70 | 1 | < 0.1% | |
| 68 | 2 | < 0.1% | |
| 67 | 7 | < 0.1% | |
| 66 | 2 | < 0.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2132941176470586 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 1489 |
| Zeros (%) | 8.8% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.220994926 |
|---|---|
| Coefficient of variation (CV) | 0.5516641084 |
| Kurtosis | -0.5565274383 |
| Mean | 2.213294118 |
| Median Absolute Deviation (MAD) | 1.000238173 |
| Skewness | 0.03764625176 |
| Sum | 37626 |
| Variance | 1.490828609 |
| Value | Count | Frequency (%) | |
| 2 | 5018 | 29.5% | |
| 3 | 4595 | 27.0% | |
| 1 | 3409 | 20.1% | |
| 4 | 2049 | 12.1% | |
| 0 | 1489 | 8.8% | |
| 5 | 440 | 2.6% |
| Value | Count | Frequency (%) | |
| 0 | 1489 | 8.8% | |
| 1 | 3409 | 20.1% | |
| 2 | 5018 | 29.5% | |
| 3 | 4595 | 27.0% | |
| 4 | 2049 | 12.1% |
| Value | Count | Frequency (%) | |
| 5 | 440 | 2.6% | |
| 4 | 2049 | 12.1% | |
| 3 | 4595 | 27.0% | |
| 2 | 5018 | 29.5% | |
| 1 | 3409 | 20.1% |
Months_on_book
Real number (ℝ≥0)
| Distinct count | 44 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.827411764705886 |
|---|---|
| Minimum | 13 |
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 32 |
| median | 36 |
| Q3 | 40 |
| 95-th percentile | 48 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.409098226 |
|---|---|
| Coefficient of variation (CV) | 0.2067997062 |
| Kurtosis | 0.5523237776 |
| Mean | 35.82741176 |
| Median Absolute Deviation (MAD) | 5.3734009 |
| Skewness | -0.09467740172 |
| Sum | 609066 |
| Variance | 54.89473652 |
| Value | Count | Frequency (%) | |
| 36 | 3509 | 20.6% | |
| 35 | 800 | 4.7% | |
| 37 | 793 | 4.7% | |
| 34 | 745 | 4.4% | |
| 38 | 704 | 4.1% | |
| 33 | 649 | 3.8% | |
| 39 | 641 | 3.8% | |
| 40 | 598 | 3.5% | |
| 32 | 565 | 3.3% | |
| 31 | 556 | 3.3% | |
| Other values (34) | 7440 | 43.8% |
| Value | Count | Frequency (%) | |
| 13 | 72 | 0.4% | |
| 14 | 19 | 0.1% | |
| 15 | 41 | 0.2% | |
| 16 | 42 | 0.2% | |
| 17 | 47 | 0.3% |
| Value | Count | Frequency (%) | |
| 56 | 105 | 0.6% | |
| 55 | 59 | 0.3% | |
| 54 | 62 | 0.4% | |
| 53 | 98 | 0.6% | |
| 52 | 93 | 0.5% |
Total_Relationship_Count
Real number (ℝ≥0)
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4386470588235296 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.514407326 |
|---|---|
| Coefficient of variation (CV) | 0.4404078987 |
| Kurtosis | -0.9617286988 |
| Mean | 3.438647059 |
| Median Absolute Deviation (MAD) | 1.289251979 |
| Skewness | 0.1097828752 |
| Sum | 58457 |
| Variance | 2.293429548 |
| Value | Count | Frequency (%) | |
| 3 | 4228 | 24.9% | |
| 4 | 3160 | 18.6% | |
| 2 | 3077 | 18.1% | |
| 5 | 2641 | 15.5% | |
| 6 | 1976 | 11.6% | |
| 1 | 1918 | 11.3% |
| Value | Count | Frequency (%) | |
| 1 | 1918 | 11.3% | |
| 2 | 3077 | 18.1% | |
| 3 | 4228 | 24.9% | |
| 4 | 3160 | 18.6% | |
| 5 | 2641 | 15.5% |
| Value | Count | Frequency (%) | |
| 6 | 1976 | 11.6% | |
| 5 | 2641 | 15.5% | |
| 4 | 3160 | 18.6% | |
| 3 | 4228 | 24.9% | |
| 2 | 3077 | 18.1% |
Months_Inactive_12_mon
Real number (ℝ≥0)
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.361 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 79 |
| Zeros (%) | 0.5% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9146641817 |
|---|---|
| Coefficient of variation (CV) | 0.3874054137 |
| Kurtosis | 1.336978945 |
| Mean | 2.361 |
| Median Absolute Deviation (MAD) | 0.7463731765 |
| Skewness | 0.5187666092 |
| Sum | 40137 |
| Variance | 0.8366105653 |
| Value | Count | Frequency (%) | |
| 2 | 6599 | 38.8% | |
| 3 | 6521 | 38.4% | |
| 1 | 2774 | 16.3% | |
| 4 | 657 | 3.9% | |
| 5 | 246 | 1.4% | |
| 6 | 124 | 0.7% | |
| 0 | 79 | 0.5% |
| Value | Count | Frequency (%) | |
| 0 | 79 | 0.5% | |
| 1 | 2774 | 16.3% | |
| 2 | 6599 | 38.8% | |
| 3 | 6521 | 38.4% | |
| 4 | 657 | 3.9% |
| Value | Count | Frequency (%) | |
| 6 | 124 | 0.7% | |
| 5 | 246 | 1.4% | |
| 4 | 657 | 3.9% | |
| 3 | 6521 | 38.4% | |
| 2 | 6599 | 38.8% |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5194117647058825 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 416 |
| Zeros (%) | 2.4% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.020456514 |
|---|---|
| Coefficient of variation (CV) | 0.4050376077 |
| Kurtosis | 0.2592335282 |
| Mean | 2.519411765 |
| Median Absolute Deviation (MAD) | 0.8400098962 |
| Skewness | 0.02904054108 |
| Sum | 42830 |
| Variance | 1.041331497 |
| Value | Count | Frequency (%) | |
| 3 | 6319 | 37.2% | |
| 2 | 5767 | 33.9% | |
| 4 | 2060 | 12.1% | |
| 1 | 2038 | 12.0% | |
| 0 | 416 | 2.4% | |
| 5 | 339 | 2.0% | |
| 6 | 61 | 0.4% |
| Value | Count | Frequency (%) | |
| 0 | 416 | 2.4% | |
| 1 | 2038 | 12.0% | |
| 2 | 5767 | 33.9% | |
| 3 | 6319 | 37.2% | |
| 4 | 2060 | 12.1% |
| Value | Count | Frequency (%) | |
| 6 | 61 | 0.4% | |
| 5 | 339 | 2.0% | |
| 4 | 2060 | 12.1% | |
| 3 | 6319 | 37.2% | |
| 2 | 5767 | 33.9% |
| Distinct count | 12245 |
|---|---|
| Unique (%) | 72.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8429.557029441803 |
|---|---|
| Minimum | 1438.3 |
| Maximum | 34516.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 1438.3 |
|---|---|
| 5-th percentile | 1438.3 |
| Q1 | 2394.75 |
| median | 4345 |
| Q3 | 10585.5 |
| 95-th percentile | 34516 |
| Maximum | 34516 |
| Range | 33077.7 |
| Interquartile range (IQR) | 8190.75 |
Descriptive statistics
| Standard deviation | 9079.577616 |
|---|---|
| Coefficient of variation (CV) | 1.077112069 |
| Kurtosis | 1.984349842 |
| Mean | 8429.557029 |
| Median Absolute Deviation (MAD) | 6801.361005 |
| Skewness | 1.714754119 |
| Sum | 143302469.5 |
| Variance | 82438729.69 |
| Value | Count | Frequency (%) | |
| 1438.3 | 969 | 5.7% | |
| 34516 | 860 | 5.1% | |
| 9959 | 20 | 0.1% | |
| 15987 | 18 | 0.1% | |
| 23981 | 14 | 0.1% | |
| 2490 | 11 | 0.1% | |
| 6224 | 11 | 0.1% | |
| 3735 | 11 | 0.1% | |
| 7469 | 10 | 0.1% | |
| 2069 | 8 | < 0.1% | |
| Other values (12235) | 15068 | 88.6% |
| Value | Count | Frequency (%) | |
| 1438.3 | 969 | 5.7% | |
| 1438.680818 | 1 | < 0.1% | |
| 1438.684376 | 1 | < 0.1% | |
| 1438.883479 | 1 | < 0.1% | |
| 1439 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 34516 | 860 | 5.1% | |
| 34511.16539 | 1 | < 0.1% | |
| 34496 | 1 | < 0.1% | |
| 34482.63812 | 1 | < 0.1% | |
| 34466.85051 | 1 | < 0.1% |
| Distinct count | 2378 |
|---|---|
| Unique (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 957.4448823529411 |
|---|---|
| Minimum | 0 |
| Maximum | 2517 |
| Zeros | 6024 |
| Zeros (%) | 35.4% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 932 |
| Q3 | 1694 |
| 95-th percentile | 2517 |
| Maximum | 2517 |
| Range | 2517 |
| Interquartile range (IQR) | 1694 |
Descriptive statistics
| Standard deviation | 888.6121461 |
|---|---|
| Coefficient of variation (CV) | 0.9281078864 |
| Kurtosis | -1.333215927 |
| Mean | 957.4448824 |
| Median Absolute Deviation (MAD) | 792.0878032 |
| Skewness | 0.293262704 |
| Sum | 16276563 |
| Variance | 789631.5462 |
| Value | Count | Frequency (%) | |
| 0 | 6024 | 35.4% | |
| 2517 | 933 | 5.5% | |
| 1474 | 14 | 0.1% | |
| 1590 | 14 | 0.1% | |
| 1845 | 13 | 0.1% | |
| 1480 | 13 | 0.1% | |
| 1560 | 13 | 0.1% | |
| 1434 | 12 | 0.1% | |
| 1664 | 12 | 0.1% | |
| 1433 | 12 | 0.1% | |
| Other values (2368) | 9940 | 58.5% |
| Value | Count | Frequency (%) | |
| 0 | 6024 | 35.4% | |
| 1 | 1 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2517 | 933 | 5.5% | |
| 2516 | 6 | < 0.1% | |
| 2515 | 1 | < 0.1% | |
| 2514 | 4 | < 0.1% | |
| 2513 | 3 | < 0.1% |
| Distinct count | 13147 |
|---|---|
| Unique (%) | 77.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7472.027284078642 |
|---|---|
| Minimum | 3.0 |
| Maximum | 34516.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 461.9254739 |
| Q1 | 1438.3 |
| median | 3477.49569 |
| Q3 | 9643.571061 |
| 95-th percentile | 32198.50283 |
| Maximum | 34516 |
| Range | 34513 |
| Interquartile range (IQR) | 8205.271061 |
Descriptive statistics
| Standard deviation | 9087.222768 |
|---|---|
| Coefficient of variation (CV) | 1.21616563 |
| Kurtosis | 1.973823122 |
| Mean | 7472.027284 |
| Median Absolute Deviation (MAD) | 6808.835671 |
| Skewness | 1.710449719 |
| Sum | 127024463.8 |
| Variance | 82577617.64 |
| Value | Count | Frequency (%) | |
| 1438.3 | 715 | 4.2% | |
| 34516 | 218 | 1.3% | |
| 31999 | 42 | 0.2% | |
| 787 | 8 | < 0.1% | |
| 713 | 7 | < 0.1% | |
| 953 | 7 | < 0.1% | |
| 463 | 7 | < 0.1% | |
| 701 | 7 | < 0.1% | |
| 788 | 6 | < 0.1% | |
| 1677 | 6 | < 0.1% | |
| Other values (13137) | 15977 | 94.0% |
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 5.343906764 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 12.3413654 | 1 | < 0.1% | |
| 13.48612786 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 34516 | 218 | 1.3% | |
| 34511.16539 | 1 | < 0.1% | |
| 34505.72649 | 1 | < 0.1% | |
| 34500.06797 | 1 | < 0.1% | |
| 34496.46368 | 1 | < 0.1% |
Total_Amt_Chng_Q4_Q1
Real number (ℝ≥0)
| Distinct count | 8008 |
|---|---|
| Unique (%) | 47.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7338537384106416 |
|---|---|
| Minimum | 0.0 |
| Maximum | 3.397 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.4276631959 |
| Q1 | 0.605 |
| median | 0.722 |
| Q3 | 0.85 |
| 95-th percentile | 1.038012071 |
| Maximum | 3.397 |
| Range | 3.397 |
| Interquartile range (IQR) | 0.245 |
Descriptive statistics
| Standard deviation | 0.2087288077 |
|---|---|
| Coefficient of variation (CV) | 0.2844283496 |
| Kurtosis | 7.84793204 |
| Mean | 0.7338537384 |
| Median Absolute Deviation (MAD) | 0.1536681845 |
| Skewness | 1.234033314 |
| Sum | 12475.51355 |
| Variance | 0.04356771515 |
| Value | Count | Frequency (%) | |
| 0.791 | 36 | 0.2% | |
| 0.743 | 34 | 0.2% | |
| 0.712 | 34 | 0.2% | |
| 0.718 | 33 | 0.2% | |
| 0.735 | 33 | 0.2% | |
| 0.744 | 32 | 0.2% | |
| 0.699 | 32 | 0.2% | |
| 0.722 | 32 | 0.2% | |
| 0.69 | 31 | 0.2% | |
| 0.717 | 31 | 0.2% | |
| Other values (7998) | 16672 | 98.1% |
| Value | Count | Frequency (%) | |
| 0 | 5 | < 0.1% | |
| 0.002653291513 | 1 | < 0.1% | |
| 0.01 | 1 | < 0.1% | |
| 0.018 | 1 | < 0.1% | |
| 0.02195488155 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.397 | 1 | < 0.1% | |
| 3.355 | 1 | < 0.1% | |
| 2.675 | 1 | < 0.1% | |
| 2.594 | 1 | < 0.1% | |
| 2.368 | 1 | < 0.1% |
Total_Trans_Amt
Real number (ℝ≥0)
| Distinct count | 6174 |
|---|---|
| Unique (%) | 36.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3879.254117647059 |
|---|---|
| Minimum | 510 |
| Maximum | 18484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 510 |
|---|---|
| 5-th percentile | 1128.95 |
| Q1 | 2016 |
| median | 2655.5 |
| Q3 | 4589 |
| 95-th percentile | 9406.25 |
| Maximum | 18484 |
| Range | 17974 |
| Interquartile range (IQR) | 2573 |
Descriptive statistics
| Standard deviation | 3066.537381 |
|---|---|
| Coefficient of variation (CV) | 0.7904966492 |
| Kurtosis | 4.822334589 |
| Mean | 3879.254118 |
| Median Absolute Deviation (MAD) | 2127.988744 |
| Skewness | 2.139417109 |
| Sum | 65947320 |
| Variance | 9403651.511 |
| Value | Count | Frequency (%) | |
| 2465 | 16 | 0.1% | |
| 2299 | 16 | 0.1% | |
| 2510 | 15 | 0.1% | |
| 2473 | 15 | 0.1% | |
| 2492 | 15 | 0.1% | |
| 2312 | 14 | 0.1% | |
| 1865 | 14 | 0.1% | |
| 2505 | 14 | 0.1% | |
| 2212 | 14 | 0.1% | |
| 2229 | 14 | 0.1% | |
| Other values (6164) | 16853 | 99.1% |
| Value | Count | Frequency (%) | |
| 510 | 1 | < 0.1% | |
| 518 | 1 | < 0.1% | |
| 530 | 2 | < 0.1% | |
| 563 | 2 | < 0.1% | |
| 569 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 18484 | 1 | < 0.1% | |
| 17995 | 1 | < 0.1% | |
| 17744 | 1 | < 0.1% | |
| 17634 | 1 | < 0.1% | |
| 17628 | 1 | < 0.1% |
Total_Trans_Ct
Real number (ℝ≥0)
| Distinct count | 126 |
|---|---|
| Unique (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.71011764705882 |
|---|---|
| Minimum | 10 |
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 40 |
| median | 51 |
| Q3 | 73 |
| 95-th percentile | 95 |
| Maximum | 139 |
| Range | 129 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 22.42036382 |
|---|---|
| Coefficient of variation (CV) | 0.3953503316 |
| Kurtosis | -0.04565179241 |
| Mean | 56.71011765 |
| Median Absolute Deviation (MAD) | 18.83581309 |
| Skewness | 0.5911287199 |
| Sum | 964072 |
| Variance | 502.6727137 |
| Value | Count | Frequency (%) | |
| 43 | 527 | 3.1% | |
| 40 | 494 | 2.9% | |
| 42 | 490 | 2.9% | |
| 41 | 473 | 2.8% | |
| 39 | 469 | 2.8% | |
| 44 | 463 | 2.7% | |
| 45 | 419 | 2.5% | |
| 38 | 419 | 2.5% | |
| 46 | 354 | 2.1% | |
| 37 | 347 | 2.0% | |
| Other values (116) | 12545 | 73.8% |
| Value | Count | Frequency (%) | |
| 10 | 6 | < 0.1% | |
| 11 | 6 | < 0.1% | |
| 12 | 10 | 0.1% | |
| 13 | 17 | 0.1% | |
| 14 | 33 | 0.2% |
| Value | Count | Frequency (%) | |
| 139 | 1 | < 0.1% | |
| 138 | 1 | < 0.1% | |
| 134 | 1 | < 0.1% | |
| 132 | 1 | < 0.1% | |
| 131 | 6 | < 0.1% |
Total_Ct_Chng_Q4_Q1
Real number (ℝ≥0)
| Distinct count | 7658 |
|---|---|
| Unique (%) | 45.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6486859173999783 |
|---|---|
| Minimum | 0.0 |
| Maximum | 3.714 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.318174326 |
| Q1 | 0.4997067615 |
| median | 0.64 |
| Q3 | 0.773 |
| 95-th percentile | 1 |
| Maximum | 3.714 |
| Range | 3.714 |
| Interquartile range (IQR) | 0.2732932385 |
Descriptive statistics
| Standard deviation | 0.232729592 |
|---|---|
| Coefficient of variation (CV) | 0.3587708408 |
| Kurtosis | 11.93366815 |
| Mean | 0.6486859174 |
| Median Absolute Deviation (MAD) | 0.1706933549 |
| Skewness | 1.665810341 |
| Sum | 11027.6606 |
| Variance | 0.054163063 |
| Value | Count | Frequency (%) | |
| 0.667 | 171 | 1.0% | |
| 1 | 171 | 1.0% | |
| 0.5 | 169 | 1.0% | |
| 0.75 | 158 | 0.9% | |
| 0.6 | 115 | 0.7% | |
| 0.8 | 101 | 0.6% | |
| 0.714 | 92 | 0.5% | |
| 0.833 | 85 | 0.5% | |
| 0.778 | 69 | 0.4% | |
| 0.625 | 63 | 0.4% | |
| Other values (7648) | 15806 | 93.0% |
| Value | Count | Frequency (%) | |
| 0 | 7 | < 0.1% | |
| 0.0004141380933 | 1 | < 0.1% | |
| 0.01144765327 | 1 | < 0.1% | |
| 0.0162513849 | 1 | < 0.1% | |
| 0.01751456843 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3.714 | 1 | < 0.1% | |
| 3.571 | 1 | < 0.1% | |
| 3.5 | 1 | < 0.1% | |
| 3.25 | 1 | < 0.1% | |
| 3 | 2 | < 0.1% |
| Distinct count | 4225 |
|---|---|
| Unique (%) | 24.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22810776607440256 |
|---|---|
| Minimum | 0.0 |
| Maximum | 0.9990000000000001 |
| Zeros | 6024 |
| Zeros (%) | 35.4% |
| Memory size | 132.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.094 |
| Q3 | 0.4139462954 |
| 95-th percentile | 0.8026073976 |
| Maximum | 0.999 |
| Range | 0.999 |
| Interquartile range (IQR) | 0.4139462954 |
Descriptive statistics
| Standard deviation | 0.2764862316 |
|---|---|
| Coefficient of variation (CV) | 1.212086008 |
| Kurtosis | -0.274460143 |
| Mean | 0.2281077661 |
| Median Absolute Deviation (MAD) | 0.2334383113 |
| Skewness | 1.02183859 |
| Sum | 3877.832023 |
| Variance | 0.07644463628 |
| Value | Count | Frequency (%) | |
| 0 | 6024 | 35.4% | |
| 0.073 | 62 | 0.4% | |
| 0.057 | 33 | 0.2% | |
| 0.048 | 32 | 0.2% | |
| 0.059 | 31 | 0.2% | |
| 0.06 | 30 | 0.2% | |
| 0.045 | 29 | 0.2% | |
| 0.061 | 29 | 0.2% | |
| 0.069 | 28 | 0.2% | |
| 0.053 | 27 | 0.2% | |
| Other values (4215) | 10675 | 62.8% |
| Value | Count | Frequency (%) | |
| 0 | 6024 | 35.4% | |
| 5.479628996e-05 | 1 | < 0.1% | |
| 0.0001552943402 | 1 | < 0.1% | |
| 0.0001852195268 | 1 | < 0.1% | |
| 0.0001893264982 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.999 | 1 | < 0.1% | |
| 0.9980488494 | 1 | < 0.1% | |
| 0.995 | 1 | < 0.1% | |
| 0.994 | 1 | < 0.1% | |
| 0.9934390897 | 1 | < 0.1% |
Gender_F
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 8934 | 52.6% | |
| 1 | 8066 | 47.4% |
Gender_M
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 10542 | 62.0% | |
| 1 | 6458 | 38.0% |
Education_Level_College
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 1084 |
| Value | Count | Frequency (%) | |
| 0 | 15916 | 93.6% | |
| 1 | 1084 | 6.4% |
Education_Level_Doctorate
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 467 |
| Value | Count | Frequency (%) | |
| 0 | 16533 | 97.3% | |
| 1 | 467 | 2.7% |
Education_Level_Graduate
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 13261 | 78.0% | |
| 1 | 3739 | 22.0% |
Education_Level_High School
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 2265 |
| Value | Count | Frequency (%) | |
| 0 | 14735 | 86.7% | |
| 1 | 2265 | 13.3% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 531 |
| Value | Count | Frequency (%) | |
| 0 | 16469 | 96.9% | |
| 1 | 531 | 3.1% |
Education_Level_Uneducated
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 1636 |
| Value | Count | Frequency (%) | |
| 0 | 15364 | 90.4% | |
| 1 | 1636 | 9.6% |
Education_Level_Unknown
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 1694 |
| Value | Count | Frequency (%) | |
| 0 | 15306 | 90.0% | |
| 1 | 1694 | 10.0% |
Marital_Status_Divorced
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 789 |
| Value | Count | Frequency (%) | |
| 0 | 16211 | 95.4% | |
| 1 | 789 | 4.6% |
Marital_Status_Married
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 11003 | 64.7% | |
| 1 | 5997 | 35.3% |
Marital_Status_Single
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 11836 | 69.6% | |
| 1 | 5164 | 30.4% |
Marital_Status_Unknown
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 781 |
| Value | Count | Frequency (%) | |
| 0 | 16219 | 95.4% | |
| 1 | 781 | 4.6% |
Income_Category_$120K +
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 837 |
| Value | Count | Frequency (%) | |
| 0 | 16163 | 95.1% | |
| 1 | 837 | 4.9% |
Income_Category_$40K - $60K
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 1995 |
| Value | Count | Frequency (%) | |
| 0 | 15005 | 88.3% | |
| 1 | 1995 | 11.7% |
Income_Category_$60K - $80K
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 1533 |
| Value | Count | Frequency (%) | |
| 0 | 15467 | 91.0% | |
| 1 | 1533 | 9.0% |
Income_Category_$80K - $120K
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 1834 |
| Value | Count | Frequency (%) | |
| 0 | 15166 | 89.2% | |
| 1 | 1834 | 10.8% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 12016 | 70.7% | |
| 1 | 4984 | 29.3% |
Income_Category_Unknown
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 1234 |
| Value | Count | Frequency (%) | |
| 0 | 15766 | 92.7% | |
| 1 | 1234 | 7.3% |
Card_Category_Blue
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 1 | |
|---|---|
| 0 | 1411 |
| Value | Count | Frequency (%) | |
| 1 | 15589 | 91.7% | |
| 0 | 1411 | 8.3% |
Card_Category_Gold
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 134 |
| Value | Count | Frequency (%) | |
| 0 | 16866 | 99.2% | |
| 1 | 134 | 0.8% |
Card_Category_Platinum
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 20 |
| Value | Count | Frequency (%) | |
| 0 | 16980 | 99.9% | |
| 1 | 20 | 0.1% |
Card_Category_Silver
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 0 | |
|---|---|
| 1 | 661 |
| Value | Count | Frequency (%) | |
| 0 | 16339 | 96.1% | |
| 1 | 661 | 3.9% |
target
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 132.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 8500 | 50.0% | |
| 0 | 8500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| Customer_Age | Dependent_count | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Gender_F | Gender_M | Education_Level_College | Education_Level_Doctorate | Education_Level_Graduate | Education_Level_High School | Education_Level_Post-Graduate | Education_Level_Uneducated | Education_Level_Unknown | Marital_Status_Divorced | Marital_Status_Married | Marital_Status_Single | Marital_Status_Unknown | Income_Category_$120K + | Income_Category_$40K - $60K | Income_Category_$60K - $80K | Income_Category_$80K - $120K | Income_Category_Less than $40K | Income_Category_Unknown | Card_Category_Blue | Card_Category_Gold | Card_Category_Platinum | Card_Category_Silver | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 45 | 3 | 39 | 5 | 1 | 3 | 12691.0 | 777 | 11914.0 | 1.335 | 1144 | 42 | 1.625 | 0.061 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 1 | 49 | 5 | 44 | 6 | 1 | 2 | 8256.0 | 864 | 7392.0 | 1.541 | 1291 | 33 | 3.714 | 0.105 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 |
| 2 | 51 | 3 | 36 | 4 | 1 | 0 | 3418.0 | 0 | 3418.0 | 2.594 | 1887 | 20 | 2.333 | 0.000 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 3 | 40 | 4 | 34 | 3 | 4 | 1 | 3313.0 | 2517 | 796.0 | 1.405 | 1171 | 20 | 2.333 | 0.760 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 |
| 4 | 40 | 3 | 21 | 5 | 1 | 0 | 4716.0 | 0 | 4716.0 | 2.175 | 816 | 28 | 2.500 | 0.000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 5 | 44 | 2 | 36 | 3 | 1 | 2 | 4010.0 | 1247 | 2763.0 | 1.376 | 1088 | 24 | 0.846 | 0.311 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 6 | 51 | 4 | 46 | 6 | 1 | 3 | 34516.0 | 2264 | 32252.0 | 1.975 | 1330 | 31 | 0.722 | 0.066 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 7 | 32 | 0 | 27 | 2 | 2 | 2 | 29081.0 | 1396 | 27685.0 | 2.204 | 1538 | 36 | 0.714 | 0.048 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 8 | 37 | 3 | 36 | 5 | 2 | 0 | 22352.0 | 2517 | 19835.0 | 3.355 | 1350 | 24 | 1.182 | 0.113 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 9 | 48 | 2 | 36 | 6 | 3 | 3 | 11656.0 | 1677 | 9979.0 | 1.524 | 1441 | 32 | 0.882 | 0.144 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
Last rows
| Customer_Age | Dependent_count | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Gender_F | Gender_M | Education_Level_College | Education_Level_Doctorate | Education_Level_Graduate | Education_Level_High School | Education_Level_Post-Graduate | Education_Level_Uneducated | Education_Level_Unknown | Marital_Status_Divorced | Marital_Status_Married | Marital_Status_Single | Marital_Status_Unknown | Income_Category_$120K + | Income_Category_$40K - $60K | Income_Category_$60K - $80K | Income_Category_$80K - $120K | Income_Category_Less than $40K | Income_Category_Unknown | Card_Category_Blue | Card_Category_Gold | Card_Category_Platinum | Card_Category_Silver | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16990 | 48 | 1 | 40 | 2 | 3 | 4 | 28777.126638 | 116 | 28661.118318 | 0.606512 | 2176 | 51 | 0.638390 | 0.004042 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 16991 | 37 | 3 | 29 | 2 | 1 | 2 | 13750.498031 | 0 | 13750.498031 | 0.380408 | 782 | 18 | 0.220260 | 0.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16992 | 44 | 3 | 34 | 1 | 2 | 2 | 1655.772846 | 1498 | 156.953008 | 0.522887 | 2027 | 44 | 0.523139 | 0.905183 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16993 | 50 | 1 | 36 | 5 | 2 | 3 | 2164.976869 | 0 | 2164.976869 | 0.647680 | 2367 | 56 | 0.698300 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16994 | 40 | 2 | 33 | 1 | 2 | 4 | 1714.142223 | 1488 | 226.107464 | 0.377548 | 1824 | 34 | 0.274220 | 0.868451 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16995 | 49 | 3 | 36 | 2 | 2 | 2 | 2472.658560 | 0 | 2472.658560 | 0.447613 | 2032 | 43 | 0.393472 | 0.000000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16996 | 46 | 2 | 27 | 2 | 1 | 3 | 9007.955897 | 333 | 8674.753536 | 0.937049 | 7641 | 76 | 0.922352 | 0.035326 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16997 | 56 | 2 | 45 | 3 | 2 | 3 | 14781.974577 | 0 | 14781.974577 | 0.798214 | 724 | 17 | 0.789093 | 0.000000 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16998 | 44 | 3 | 37 | 4 | 3 | 3 | 3473.988766 | 2517 | 956.988766 | 0.678146 | 2547 | 46 | 0.627391 | 0.724777 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 |
| 16999 | 54 | 2 | 47 | 1 | 4 | 2 | 13441.277260 | 0 | 13441.277260 | 0.921854 | 4904 | 50 | 0.318175 | 0.000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |